{"id":"W2735670779","doi":"10.1016/j.hpb.2017.02.275","title":"Current practices in perioperative blood management for patients undergoing liver resection: a survey of surgeons and anesthesiologists","year":2017,"lang":"en","type":"article","venue":"HPB","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Perioperative; Blood management; Blood conservation; Blood transfusion; American society of anesthesiologists; Multidisciplinary approach; Anemia; Intensive care medicine; General surgery; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004608035,0.00008226397,0.000178702,0.00008121241,0.000131204,0.00002768831,0.00006499163,0.00003071654,0.00001815293],"category_scores_gemma":[0.0004135621,0.00006755269,0.00002743972,0.000042124,0.00006503746,0.00009684962,0.00006103689,0.00006663383,0.000001390663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001240616,"about_ca_system_score_gemma":0.00002469346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007677893,"about_ca_topic_score_gemma":0.005708778,"domain_scores_codex":[0.9993087,0.00007138118,0.0001693096,0.0002130212,0.0001158313,0.0001217812],"domain_scores_gemma":[0.9992796,0.0001436875,0.0001924353,0.0002388345,0.0001033221,0.00004215096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005245054,0.0008587889,0.9653779,0.0006304016,0.00008624901,0.00002056064,0.00031318,7.854553e-7,0.00001271685,0.0003142663,0.0002003295,0.03166034],"study_design_scores_gemma":[0.003765208,0.0006072999,0.9924359,0.0002205097,0.0001076138,0.000002240704,0.0001222039,0.0001316834,0.00004983385,0.000006105866,0.002484355,0.00006701794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974049,0.0003431256,0.00009039183,0.0001730511,0.0001234261,0.0009790991,0.000007308413,0.000008806711,0.0008699063],"genre_scores_gemma":[0.9957955,0.003078908,0.0007135989,0.00004065815,0.00001021552,0.00006605202,0.00001888633,0.000007198578,0.0002689112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03159333,"threshold_uncertainty_score":0.3185632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0833929388467125,"score_gpt":0.3499450012420384,"score_spread":0.2665520623953259,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}